{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "452509a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from pylab import *\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "04c9f3ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>电影</th>\n",
       "      <th>年份</th>\n",
       "      <th>票房</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>阿凡达</td>\n",
       "      <td>2010</td>\n",
       "      <td>135000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>让子弹飞</td>\n",
       "      <td>2010</td>\n",
       "      <td>66470.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>唐山大地震</td>\n",
       "      <td>2010</td>\n",
       "      <td>64775.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>非诚勿扰2</td>\n",
       "      <td>2010</td>\n",
       "      <td>47350.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>盗梦空间</td>\n",
       "      <td>2010</td>\n",
       "      <td>45714.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      电影    年份        票房\n",
       "0    阿凡达  2010  135000.0\n",
       "1   让子弹飞  2010   66470.0\n",
       "2  唐山大地震  2010   64775.0\n",
       "3  非诚勿扰2  2010   47350.0\n",
       "4   盗梦空间  2010   45714.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f932a7f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>电影</th>\n",
       "      <th>年份</th>\n",
       "      <th>票房</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2902</th>\n",
       "      <td>解放·终局营救</td>\n",
       "      <td>2019</td>\n",
       "      <td>4144.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>小羊肖恩2：末日农场</td>\n",
       "      <td>2019</td>\n",
       "      <td>1728.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2904</th>\n",
       "      <td>尼斯大冒险</td>\n",
       "      <td>2019</td>\n",
       "      <td>459.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2905</th>\n",
       "      <td>横财局中局</td>\n",
       "      <td>2019</td>\n",
       "      <td>463.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2906</th>\n",
       "      <td>宠爱</td>\n",
       "      <td>2019</td>\n",
       "      <td>68427.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              电影    年份       票房\n",
       "2902     解放·终局营救  2019   4144.8\n",
       "2903  小羊肖恩2：末日农场  2019   1728.0\n",
       "2904       尼斯大冒险  2019    459.4\n",
       "2905       横财局中局  2019    463.6\n",
       "2906          宠爱  2019  68427.5"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d04e057e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2907"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f6c055b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>电影</th>\n",
       "      <th>年份</th>\n",
       "      <th>票房</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2111</th>\n",
       "      <td>芳华</td>\n",
       "      <td>2017</td>\n",
       "      <td>1422413.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1913</th>\n",
       "      <td>战狼2</td>\n",
       "      <td>2017</td>\n",
       "      <td>567868.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2753</th>\n",
       "      <td>哪吒之魔童降世</td>\n",
       "      <td>2019</td>\n",
       "      <td>500112.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2560</th>\n",
       "      <td>流浪地球</td>\n",
       "      <td>2019</td>\n",
       "      <td>467462.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2637</th>\n",
       "      <td>复仇者联盟4：终局之战</td>\n",
       "      <td>2019</td>\n",
       "      <td>423881.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2169</th>\n",
       "      <td>红海行动</td>\n",
       "      <td>2018</td>\n",
       "      <td>364726.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2166</th>\n",
       "      <td>唐人街探案2</td>\n",
       "      <td>2018</td>\n",
       "      <td>339768.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>美人鱼</td>\n",
       "      <td>2016</td>\n",
       "      <td>339211.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2822</th>\n",
       "      <td>我和我的祖国</td>\n",
       "      <td>2019</td>\n",
       "      <td>317118.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>我不是药神</td>\n",
       "      <td>2018</td>\n",
       "      <td>309712.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               电影    年份         票房\n",
       "2111           芳华  2017  1422413.0\n",
       "1913          战狼2  2017   567868.8\n",
       "2753      哪吒之魔童降世  2019   500112.6\n",
       "2560         流浪地球  2019   467462.7\n",
       "2637  复仇者联盟4：终局之战  2019   423881.7\n",
       "2169         红海行动  2018   364726.2\n",
       "2166       唐人街探案2  2018   339768.8\n",
       "1286          美人鱼  2016   339211.8\n",
       "2822       我和我的祖国  2019   317118.9\n",
       "2324        我不是药神  2018   309712.7"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(by='票房',ascending=False).head(10)  #十年票房前10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "368eccd2",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.iloc[2111,2]=142241.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c2a3b64d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'top 10'}, xlabel='电影'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.sort_values(by='票房',ascending=False).head(10).plot.bar(x='电影',y='票房',title='top 10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c243ecf4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2010 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zs8w5EZiZZc6JwMwsc322+qiZ9R/j59xSdggsv+D4skPIhmsEZmaZc43AzKwHOdSOXCMwM8ucE4GZWeacCMzMMudEYGaWOScCM7PM1Z0IJI2WdF9xPE/SYknnVp2vu8zMzJqnkRrBxcAwSbOAgRExFZggae9Gyhp9Q2Zm1jt1zSOQdDTwPLAKmAYsKE4tBI4AJjdQ9lg9MZmZWX16XSOQNAQ4D5hTFA0HVhbHzwKjGyzr6t88Q9JSSUtXr17d25DNzKwH9TQNzQGujIjnivsbgGHF8YjiNRspe5mImBsRUyJiSltbWx0hm5lZd+pJBDOAsyTdDUwCTiA16QBMBJYDyxooMzOzJup1H0FEHFU5LpLB24BFksYAM4HDgGigzMzMmqiheQQRMS0i1pM6jJcA0yNiXSNljcRjZma91yerj0bEWjpG/zRcZmZmzeOZxWZmmXMiMDPLnBOBmVnmnAjMzDLnRGBmljknAjOzzDkRmJllzonAzCxzTgRmZplzIjAzy5wTgZlZ5pwIzMwy50RgZpY5JwIzs8w5EZiZZc6JwMwsc04EZmaZcyIwM8ucE4GZWeacCMzMMudEYGaWOScCM7PM1ZUIJO0k6TZJCyX9UNIQSfMkLZZ0btXj6i4zM7PmqLdGMBu4NCKOA1YBJwEDI2IqMEHS3pJm1VvW+NsyM7NaDarnSRFxZdXdNuB9wJeL+wuBI4DJwII6yx6rJy4zM+u9hvoIJE0FRgJ/AFYWxc8Co4HhDZR1/nfOkLRU0tLVq1c3ErKZmXVSdyKQtAtwGfBBYAMwrDg1onjdRsq2EhFzI2JKRExpa2urN2QzM+tCvZ3FQ4DvAZ+KiCeBZaQmHYCJwPIGy8zMrEnq6iMATgMOBs6RdA7wTeD9ksYAM4HDgAAW1VlmZmZNUleNICKuioiRETGtuF0LTAOWANMjYl1ErK+3rNE3ZWZmtau3RvAyEbGWjtE/DZeZmVlzeGaxmVnmnAjMzDLnRGBmljknAjOzzDkRmJllzonAzCxzTgRmZplzIjAzy5wTgZlZ5pwIzMwy50RgZpY5JwIzs8w5EZiZZc6JwMwsc04EZmaZcyIwM8ucE4GZWeacCMzMMudEYGaWOScCM7PMORGYmWXOicDMLHMtkwgkzZO0WNK5ZcdiZpaTlkgEkmYBAyNiKjBB0t5lx2RmlouWSATANGBBcbwQOKK8UMzM8qKIKDsGJM0DvhoRD0g6Djg4Ii6oOn8GcEZxd1/gkRLC7GxX4I9lB9Ei/Fl08GfRwZ9Fh1b4LPaIiLauTgxqdiTd2AAMK45H0KmmEhFzgbnNDqonkpZGxJSy42gF/iw6+LPo4M+iQ6t/Fq3SNLSMjuagicDy8kIxM8tLq9QIbgIWSRoDzAQOKzccM7N8tESNICLWkzqMlwDTI2JduRHVpKWaqkrmz6KDP4sO/iw6tPRn0RKdxWZmVp6WqBGYmVl5nAjMzDLnRGBmljkngl6Q9Bed7u9c/Py7UgJqIZLGSTq07DiaTdK+kvboVLZD8XNUOVGVQ9IgSX8l6ZBO5e8pK6YySNpR0g6ShnRxa5WRmltxIuidqyoHkqYCv5F0APBRSdl8lpJOrDr+hKSDgAnAVZJOLS+y5im+9D4CfAE4VNIASV+RNBS4s3jYpZJeX16UTfdd4K3AP0q6XdLYovzDJcZUhieB24CfdXH7haQlJcbWpZbMTi1sE4CkdwPnAcdHxO8kPU9Kqi+VGVwzFF9075R0GHAd8F7gSuAJ4MXiZw42A8cDi0mfwV8Ut08BmyWdA4wBfldahM03PCL+FrZcKP1A0qdKjqkMyyLiWEkDI2JzpVDSgIh4SdL1koZHxPNlBlktm6vYekmaIGmupIuBvSW9H2gDjoyILX/kEdFeWpDN9Trg08XxncDXgI+QZofPj4hFZQXWTJHGXVduuwKvJl0IvAC0Fz8fq/4iyMBLko4BiIjFwFtIiXFiqVE1X2VM/m2S7pS0RtKdwDMAEfG+VkoC4ERQizXAPODfgOeAnYB3ApdL2ql4TC5JAOBbpESwE+kz2Z1UFZ4aEVeXGVgJXgdMAr4B3ACoKD+wKP/XUqIqz0nAPpU7EfEsaaWAc0qLqByV71VFxNHAb4qf95UYU4/cNLQNxSznewEkPRcRl5OSwCzg50VH2J/KjLHJXoyI08sOosUMZOuLqt8CHwB+BJxQSkQliIj1ku7oVPZnSUslTYqI+0sKrWmKzuBnirvRzc+W4xpB7/yichARPwDOJTWLfLu0iJqvZX+ZS7ASeAD4ODCD9NkMBw4g1ZYOLPpS+j1JwyT9A3BlFwMnRgA3lhBW0xVNxP8qqY3UVHYHcICk24HJ5UbXPdcIaiBpGvAZ4BhJnwHGF6cGkfZO+Hg5kVlZJInUFBTFT5H6jhaTagH/D3g0Iv5cWpDN9TFSn9FbgEnp49nixeLW70k6iTSS7OMR8Zay46mV1xraBkkDgfnAORHxlKRf0LFJDqT/9IW5tI9L+o+IOLzsOMpW/F68HXg/8J2IWFBcEW8mNRWNBaYAp0dEK2yktF1Jeh1pVN33SYtHvtDpIfdGxM+aHliTSdqFtL/KLqTPonMCHAAMabW/ISeCXpL0joi4qer+DqSO0rtLC6qJJL0+Ih4sO45WUUyi2xARD3VxbmfgTzmMHJJ0AzAEOBL4FTCUVEu6G7g6ItaUF13zFc1jIyiGnFcZAIyIiNXNj6p77iPopU5JYARpBM0fSguoybpLApL+ptmxtIKIuLebJHAh8LockgBARMyOiPcAtwLviojjSPMsVgI3S/pAqQE23xjSkOI/A6+KiE3F7X+BT1Vmn7cKJ4LG7ETK+F8vO5BmkDRa0lBJP5V0s6TfSlpcjJx6W9nxlUHSIZKeKMaL3yXpPknjgf8AvlhyeE1V9JusIE2o+1xEvBgR80kd6UdJGl5qgM11B2mOzd8An+00w/xgWqzPxJ3FDYiIlZK+Aryj7Fia5FDSSKkXI+IISV8CfkLqJM3iyrcLvwHui4h3ARRLbIyPiJsk/X25oTWPpF+SLor2BaYCfynpSDq+8P5IXvNtVpO+F+4nDR64Hqj0C0S0WJu8E0ENJD3N1ksnVP4TBbyKtNVmvxcRP5b0E+AuST8mTZw6FNgBGCPpZ8DQiHhTmXE2i6T/AJ4HDpK0CPhf0u/EEEkfIq+htkeR3vs3IuJUSbsDX4+INwNI+iKwP+mLMRdvBb4H/J6tawAt93vhRFCbRyPiSABJI4FTgO9HxMpyw2quYnmNvwceKv7Yq2sEsyMiq+ahiDhc0mDgZGCXiPhS5ZykceVF1nwR8RKApEuK+09J+kLV+X8qK7ZmUlpx9lxgcET8SNJPIyIk7S7p06RkuUfPr9J8TgS1Cdiy2NwXScPCWi6rN8GPge+Q1lC5gzSfYjppKYUhJcZVimIW6U9IV3tvknQ0Hb8Xm0mL8eXmOUmDIqI9l5F0nbQDj5FWpB1M6iyG1Gy2gpQIOo8kKp2Hj9ZA0jLSePERpP/Y/wWejoi1pQZWAknvJX0GQyLi25KOJY2bPwa4KCKe6fEF+iFJnyONHZ8XEX+UdAHw5YhYVXJoTSfpWeBRUnPhJmAVaVTddyPil2XG1kxFU+GPgJci4lJJd0fEtOLcXRExvdQAO3GNoDaPAp8gXeUNIPULjCnGic8HvprLMEFgDnAp6fP4Nml1ydtIK2/eLumzEfHDEuNrCkmTgQ+SagDvJPUTfaaYUTsJeIo8awQPVTWjDgBGA3sBVwM57c0QpFFDd0laSEqMLcs1ggYUswjPIw0HO6a/L0VdDA/8aUS8uVg7ZTGpb+AvivOfBHaOiE/39Dr9QdEWvDepdlQZJlixA3BhRBxRRmxlkrQO+C9gKfDNiHigKP9mRGQzl0DSY6SWg38i/W6cFxH/VZz7d+BNrfR94URQA0ln9rSEhKRjIuLnzYypDMUV3lsj4uZirPxoYMeIuKNyvtJpmJNiJdofVg8JlDQzIm4rMaxSSLonIo5S2pjm70hNQ5/MqMYMbFmCJIqNaF4dEeurzv018AMnglcYSX8grSVeWWSMquPNpKvkr5UUXmmK2ZFvjogflx1LmYo/+gMj4j87lY+LiGxmncOWGsG3gS9GxHJJpwAzIuKUkkNrKkkHRsRDko4CfhURG8uOqSdOBDWQdHukrefGF0VB6it4HlhP2njigLLiayZJ746I7xfHO5CuhN9aclilKmbM3hkRh1aV7UWaXbp/saxAv1ZMpFsDfJJUE/gCqe/sZ8WwyTU5XSxJuoe0PPlngXeRmkyfLjWoHniJidpUsuV3Sf+5nyAtpvXGItMfWVJcZfiupJkAEbGJjl25cvYCVROGJA0jDSI4O4ckULgLmEYaI99OWpn1TEkTgAtI+zRkQdIM0v7VV5P6j/YDHlHax7olORH0zkbg4uL2FPBrgMxWVlwKfLpYcA/ynE+xlaJvoDLXZB/SKKqv5tRkFhFPRcQnSPsRfIO0zMRZwDsj4qWIuLTUAJtrMmlezZ7AIaQF6O4DVkpqyZFkbhqqQVUH2GfpWFdHpDHC2awnAyDpNuBC4KPAtaT9aD9fnA7ggYh4outn9y9FzWgn0lallwK/JK1D/08R8WiZsZVJaXeuURHxcNmxlKUYMvoJ0mTL00gTMY8jLbHx0coAi1bhGkFtHpV0DKmK+1HS2iEHActLjKksERF3AT8gVX9fRZphvCdpwbEflRda0+1Cet+TSU0fe1BsPFJmUGWRtD9ARKyuJAFJe0r6fNFElJPKhcBdwLtJF45fIvWdtNye355QVpv/AzxE2plsDHAV8GZgoaRvZdY0BEBEXAsg6ejqar+k0eVF1VwRcUPlWNKbI2KGpAOAy4tx89eVGF5TSfq/wPsknUDqJP830oqbzwETSetzfbak8JpKaWvbw0nzSW4hLcz4OlJN4AFJ7ysvuq65RlCb3Ug1gBeAx4FjScngaeBiSd8oMbamKSaUDexUvFXbYkR8rHkRtZQAiIjfAjOBDxbLb+TiKWBj0Tn+ZlIN6XHSbmVLSHs45+IQUm15JmmW+W2kWehfLoYaP91qixK6RlCbN5BGhXTVoSJafPp4HxoAVF8FC19MVEYJDa7cj4hNkj5MWpzvoIjYUF5025+kIcA/A/tKupm03MiTwJmkv433AzuShlr3exFxoaS3k4bSfg64LCLWSLqK9Hn8lhb7znBnsdVN0q7ACRHxzeL+EOD4HNYaqlbMuB7fuZNc0smkxdb6/azaYqXNn0XE0cXy5HuRLpJWAT8k7et9bpkxNpOkgyPiN5IOJi1jv6Hq3MXFCKuW4URgdSmWYF4YEUdXlQ0BfhQRM8uLrHXktuSGpLuAU0l9A39NWpF1NqkW+Xxk9GUj6ffA9yLik5LuJH0G40itCu+NiP1KDbATNw1ZXSKiXVJ7p7IXO5flQNLnSRu1V770BUwgNY/8ZVlxleBW0mq0/wX8C2ktqjbShMurgH8vL7Sm+2/gymLZ9kXAicDlpN+N48sMrCtOBNYrkr5Nmlgn4MBOHeXVazFlIyLOIc2n2KIV15zfniTtREoAl5BaGjZL2g+4jLT2UDajyQrjgI+R+kbOIHUY70z6G2m5792WC8ha3r/SsevSBZ3OiTTZzPJLiBeRrnxnAudKWl2UbwbOJ8007veKJtOPkdYhe5K0cX1lhNAG0t9Iy/UZORFYr0TEg12VFwuvvUhGk6kknUZHUtzqFPCaJodTqog4Q9JrgdcCH6r8nkg6BFiWUV/JQGAt6XfgUeAk0qzzIO1w2NUQ7NJlP/TP+syHSe3CLbmWynYyrJvbUPL82/oO8ADwsKR5RdklOYyaqoiITRFxDTCD9OW/F/A70pd/e3FrudqiawTWK8X46PeSxobfTcdG3AIOI/1OZbHYWkRc3t05SSc1M5YWEZUv/aoJUzkOHtgT+Dpp4ul80iKVb6JjSO2w0oLrhhOB9dZE0iJag4B1pP16K4aS1t+xFrzq256KpZd3LjZiETCyOK6UDYqIO0sNsnlOBD4SESHpbOA60sKMI0kjy95WZnBd8TwCq0vRKfaGiFhcdixlk/RVYDod/QUDgN0jIpukWKzM21V/ScWQiDi/SeG0FElDq3cok/SZiPjnMmPqzInArAGSXhcRK4sZpPflNGmqWrF7X3cdwgJ2yHlp7lbnRGBWp6JWdCtpVc2rSOvK3A4cU3lMRPyglOCaTNI1wF8Bd5K++N8E/IJUU7oTGBgRJ5YXofXEicCsAcVGPY+TvvDuJ605P5+UHD4bEQeVFVuzVU+ik7QwIo7LbWLdK1WOQ9zM+tpq4H9ISy4HsDoibgT+WGpUzTdAyUDSwAHwgJRXBP8nmdWhWIL7WtLa8/uStqwcT9qAJYvllrvwOYBiCOlRRdn80qKxmjkRmNWhGBp4GWlRtV+RdqS6mbSwWmWZjazaXbvahzci5nX1WGstbhoyq1NE/Lo4bCddVFX+nvaU9Jnip//GrOW5RmDWmJGkDcqHA78EniE1D20Gfp7RGjv2CuZRQ2YNKPYiaCdNptoBGAXsQbrIujEi5pYYnllNnAjMtgNJQ0nbeH6v7FjMtsWJwMwsc+7IMjPLnBOBWRNJ2rHsGMw6cyIwq4Ok+3s4d7uku4vbvZK+UpSfQNq8xaylePioWY0k/ZyObQYnSLq76vTxEfF8cdx5yOiLkiYBpwMnb9cgzergRGBWuwkRsSeApCURMa04vputv/xvJc0qfgNwH7CStBrnbOBoSYsiYm0T4zbrkROBWe12klRZRmH/quOJFMtJFBvav5U0r+BQ0oSzwaRVSacAs4Bbmhm02bZ4+KhZjSQ9HhF7FcdLIuKw4vhu4C2VXaiK3boqO1LtQKoRtJMWqPtITpu52yuDawRmtVMP56oHXkwlJQBIG5X/O3BNRMyX9AFJwyLiyu0VpFlvORGY1W63qg7iAzp1Flcnic8BjwE/Aj4FPBgRz0g6ibRxuXfqspbiRGBWu9ER8QKApF8Dx1SaeST9raR1wKPA2cD5pM1ZVgOzJB1IqiX8dUT0tMm7WdO5j8CsDsUevZOBtaTawO7A8cAfSP0BJ5C2LfihpOOB4RGxoKx4zXriRGBmljnPLDYzy5wTgZlZ5pwIzMwy50RgZpY5JwIzs8w5EZiZZe7/A731+Ngf6nguAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2010].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2010 top 5')  #年度前五"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a596590e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2011 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2011].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2011 top 5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4a814d81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2012 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2012].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2012 top 5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "300df392",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2013 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2013].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2013 top 5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "628a863b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2014 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2014].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2014 top 5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b9d74328",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2015 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2015].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2015 top 5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0aa36cd3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2016 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2016].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2016 top 5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4fab225c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2017 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2017].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2017 top 5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0bd485d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2018 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2018].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2018 top 5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "88de77d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'2019 top 5'}, xlabel='电影'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2019].sort_values(by='票房',ascending=False).head(5).plot.bar(x='电影',y='票房',title='2019 top 5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "69d16d77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'每年电影数'}, xlabel='年份'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "groupby_year = data.groupby('年份').size()\n",
    "groupby_year.plot.bar(title = '每年电影数')     #每年电影数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b22b6caf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'每年电影数'}, xlabel='年份'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "groupby_year = data.groupby('年份').size()\n",
    "groupby_year.plot(title = '每年电影数')     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3745368d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'每年总票房'}, xlabel='年份'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby('年份')['票房'].sum().plot.bar(title = '每年总票房')   #每年总票房"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6b2bc2b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'每年总票房'}, xlabel='年份'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby('年份')['票房'].sum().plot(title = '每年总票房')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "977b95ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='年份', ylabel='票房'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.violinplot(    \n",
    "\n",
    "                         x = '年份',\n",
    "\n",
    "                         y = \"票房\",\n",
    "\n",
    "                        data = data,\n",
    "\n",
    "                  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "28478ee7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2019]['票房'].plot.hist()    #电影中的“二八原则”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "da7c44e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[data['年份']==2018]['票房'].plot.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "74954ec1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.763038391723588,\n",
       " 0.7727447106439299,\n",
       " 0.7418769143804049,\n",
       " 0.7278870165766327,\n",
       " 0.8331397701040005,\n",
       " 0.8963306344374502,\n",
       " 0.9108329063296866,\n",
       " 0.926154754680299,\n",
       " 0.9372415195123672,\n",
       " 0.9375794684991223]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#近十年每年票房前20%电影所占全年票房的总市场份额\n",
    "percent = []\n",
    "for k in range(10):\n",
    "    Boxoffice=  data[data['年份']==(2010+k)]['票房']\n",
    "    q80 = np.percentile(Boxoffice ,80)\n",
    "    percent.append(Boxoffice[Boxoffice >= q80].sum()/ Boxoffice.sum())\n",
    "percent"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
